PythonWrap

The resilience and concurrency toolkit for every Python project: retry, circuit breaker, timeout, cache, rate limit, bulkhead, batching, async helpers and test helpers. Typed, sync and async, zero dependencies

A new way for AI to search for data
View on GitHub
28GitHub stars
140commits on main
0forks
v0.2.1latest release, 2026-10-29

Python 100% · created 2025-01-17 · last push 2026-10-29

What XERJ indexed

Snapshot

Whole repository

The whole repository at commit 3ae3e95021 (2026-10-27). main is 53 commits ahead.

Selected work

Mahmoud Ahmed
@Pythondeveloper6

“Keep deadlines on real time under test overrides and fix limiter and …”. 16 files, 429 lines in tests, src/python_wrap.

Licence

The repository

MIT

LICENSE file checked at the pinned commit; the author agreed to inclusion.

The XERJ corpus

MIT, with credit

The author agreed by email on 2026-10-27. Same terms as the repository. Answers name the repo, the commit and the file:line.

selected for the XERJ Corpus Hublicence clearedsuggested use: adapt with attribution

asynciobulkheadcachingcircuit-breakerdecoratorspythonrate-limitingresilience

Example questions

Inside the indexed corpus

Licence on GitHub and in the corpus

GitHub reported MIT for LitePy/PythonWrap on 2026-10-29, and the LICENSE file at commit 3ae3e95021 was reviewed as MIT. They match, so answers from this corpus carry the same terms as the live repository.

Contributors

Mahmoud Ahmed (@Pythondeveloper6) has 4 selected repositories on the hub.

Their other repository pages: Pythondeveloper6/django-vantage, Pythondeveloper6/redline, Pythondeveloper6/celery-manager.

Using XERJ with PythonWrap

The prompt

Paste it into your AI agent. It clones LitePy/PythonWrap at the pinned commit and indexes it on your machine.

Search the GitHub repository LitePy/PythonWrap with XERJ (https://hub.xerj.org/corpus/litepy--pythonwrap).
Run these in a shell, in order, and check each result before the next:
1. xerj --help  (success: it prints usage). If xerj is missing: curl -fsSL https://xerj.org/get | sh
2. git clone https://github.com/LitePy/PythonWrap PythonWrap && git -C PythonWrap checkout 3ae3e950219cbd35fdbb5367b7408c9ef52bf98a
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./PythonWrap --url http://127.0.0.1:9200 --prefix pythonwrap --progress plain
5. xerj autoindex map --url http://127.0.0.1:9200
Then answer my question from the indexed files and cite the ax_path of every hit. Query syntax: https://xerj.org/llms.txt
Licence: MIT. Keep the copyright notice and credit the authors.

Related

Stats: GitHub API, fetched 2026-10-29. Selected work and consent: the XERJ registry.